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Using heat as a flight stimulant, we found an increase in intensity by density which was significant by ANOVA F test at the
0.05 significance level as tested at frequencies 600Hz, 700Hz (Table 2), and 800Hz (Figure 3). For each decibel increase
in intensity, density increased by 5.67 mosquitoes (2.65-8.69; p = 0.003).
During the heat assay, we also observed a shift in the expected frequency of flight sound from a peak near 400Hz to a
peak near 700Hz.
Development of a novel assay to measure flight capacity of Anopheles gambiae s.l.
Amy R Krystosik1, Diana L. Huestis2, and Tovi Lehmann2
1College of Public Health, Kent State University, Kent, OH
2Laboratory of Malaria and Vector Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Rockville, MD
Background
Results and Discussion
Acknowledgments
Materials & Methods
Abstract
Conclusions
Future Directions
Monica Artis, BA, Andre Laughinghouse, Kevin Lee, and Kofi Adoo
My mentor Dr Mark James, Ph.D., Kent State University
Guitar Center staff sound training
 Fine tune the activity meter
 Develop flight to exhaustion assay
As this project was exploratory in nature and the primary objective was to develop a protocol and/or assay that would be
piloted in the lab and adapted to the field, there were many assays which did not produce desired results. However, these
methods might be useful in developing a flight to exhaustion assay (Table 1).
This activity meter is useful to measure flight activity in lab reared mosquitos
under controlled conditions. This method could be adapted to field conditions
with minimal effort as the equipment and methods are readily available at the
associated field site in Mali.
Sources Cited
Adamou, A., A. Dao, S. Timbine, Y. Kassogue, A. S. Yaro, M. Diallo, S. F.
Traore, D. L. Huestis and T. Lehmann (2011). The contribution of aestivating
mosquitoes to the persistence of Anopheles gambiae in the Sahel. Malar J.
England. 10: 151.
 Huestis, D. L., A. S. Yaro, A. I. Traore, K. L. Dieter, J. I. Nwagbara, A. C.
Bowie, A. Adamou, Y. Kassogue, M. Diallo, S. Timbine, A. Dao and T.
Lehmann (2012). Seasonal variation in metabolic rate, flight activity and body
size of Anopheles gambiae in the Sahel. J Exp Biol. England. 215: 2013-
2021.
 Kiszewski, A., A. Mellinger, A. Spielman, P. Malaney, S. E. Sachs and J.
Sachs (2004). "A global index representing the stability of malaria
transmission." Am J Trop Med Hyg 70(5): 486-498.
 WHO (2013). WHO | World Malaria Report 2012. WHO. Switzerland, World
Health Organization Global Malaria Programme: 195.
 Sinka, Marianne E, et al. "A Global Map of Dominant Malaria Vectors."
Parasites & Vectors 5.1 (2012): 69. Print.
Anophelines are important vector species in sub-Saharan Africa and
contribute to the continued transmission and burden of malaria worldwide.
The dry-season ecology of anophelines, specifically in the arid Sahel
conditions, remains unknown, but two hypothesis have been proposed to
explain the repopulation phenomenon after the dry season: aestivation and
migration. To investigate the migration hypothesis, we developed an activity
meter to measure flight by sound accounting for environmental conditions.
We found that intensity of sound can predict flight density at frequency of
400-800 Hz; however, this was only achievable at temperatures greater than
63 C in the G3 colony.
A second stimulant used to induce flight was patchouli; but, due to
background noise in the lab, we could not detect change in intensity by cage
density although relative observed flight did increase with cage density.
Further work can expand this activity meter to a flight to exhaustion assay
which is currently under development. These methods may be field-
adaptable, allowing us to study if is it possible that mosquitoes repopulate by
migration.
_cons 49.67919 38.56974 1.29 0.200 -26.63763 125.996
hz400 -.5712355 .7724086 -0.74 0.461 -2.099578 .9571069
flight_level_obs 31.41629 5.063295 6.20 0.000 21.3977 41.43489
density Coef. Std. Err. t P>|t| [95% Conf. Interval]
Total 493396.947 130 3795.36113 Root MSE = 54.423
Adj R-squared = 0.2196
Residual 379117.698 128 2961.85702 R-squared = 0.2316
Model 114279.248 2 57139.6242 Prob > F = 0.0000
F( 2, 128) = 19.29
Source SS df MS Number of obs = 131
_cons 446.292 81.45404 5.48 0.001 258.4587 634.1253
hz700 5.665994 1.309523 4.33 0.003 2.646227 8.68576
Density Coef. Std. Err. t P>|t| [95% Conf. Interval]
Total 45382.4 9 5042.48889 Root MSE = 41.212
Adj R-squared = 0.6632
Residual 13587.1107 8 1698.38883 R-squared = 0.7006
Model 31795.2893 1 31795.2893 Prob > F = 0.0025
F( 1, 8) = 18.72
Source SS df MS Number of obs = 10
The WHO 2012 World Malaria Report estimates the malaria burden in 2010
to have been approximately 219,000,000 cases and 660,000 deaths, of
which 174,000,000 cases and 596,000 deaths were in the African region
(WHO, 2013).
Anopheles gambiae s.l. is an important vector of malaria in sub Saharan
Africa (Kiszewski et al., 2004; Figure 1). However, the dry season ecology of
this species is not well-described (Adamou et al., 2011).
Possible hypotheses for the repopulation after the dry season are aestivation
and/or migration (Adamou et al., 2011, Huestis et al., 2012). In order to test
the hypothesis of migration for repopulation, flight capacity is an important
characteristic. For this reason we are developing an activity index to
determine flight by sound, specifically the characteristics of flight sound
including intensity and frequency.
Using Audacity 2.03 we removed the background noise where noise profiles were collected by environment without
mosquitoes before flight recordings. Flight sound was analyzed by spectrograms of average intensity by frequency
(Figure 2).
Using STATA 12, we made measures of correlation between mosquito density and intensity by frequency. We also used
ANOVAs with density as the independent variable controlling for flight frequency in Hz, intensity in decibels, observed flight
activity, microphone placement and type, environment including room, fan, and stimulus including heat, and patchouli
(Table 1).
Figure 2: Spectrogram of mosquito flight audio
Materials & Methods
We observed an increase in relative flight activity by cage density using
patchouli as a stimulant. However, due to background noise in the insectary
and the larger cage utilized, we do not observe an increase in intensity by
density (Figure 4). There is a difference in flight level by density but not
intensity (Table 3).
There was no significant interaction between flight level observed and
frequency . Also, perhaps due to insufficient washout period between
treatments, we did not observe significant difference in flight activity between
patchouli and non-patchouli treatments.
Results and Discussion
Figure1:Malariavectordistribution(Sinka,2012)
Figure 3: Heat assay plot of Intensity versus Density by Frequency
Table 2: ANOVA density versus intensity by frequency
Figure 4: Intensity versus cage density by relative observed flight level
Table 3: ANOVA intensity versus density by relative observed flight level
Method of
stimulation Results Possible reasons
Wind ineffective Did not prompt long bouts of flight; the noise interfered with recording of flight
Pinning ineffective did not sustain flight; method not suitable for larger cage densities
Tapping effective produced flight but required continuous tapping interfering with mosquito flight recording
Heat effective stimulated mosquito flight at ranges above 36⁰C
Patchouli effective stimulated flight as an irritant especially when combined with cage fans
Table 1: Methods of flight stimulation
The experiment was conducted with the following equipment:
Anopheles gambiae s.l. from the CDC G3 colony
Olympus recorders and microphones
Custom and standard cages modified with sound and heat insulating
materials
In order to produce flight in the mosquitoes, the following methods of
stimulation were used: wind, pinning, tapping, heat, patchouli.

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Poster: Development of a novel assay to measure flight capacity of Anopheles gambiae s.l.

  • 1. Using heat as a flight stimulant, we found an increase in intensity by density which was significant by ANOVA F test at the 0.05 significance level as tested at frequencies 600Hz, 700Hz (Table 2), and 800Hz (Figure 3). For each decibel increase in intensity, density increased by 5.67 mosquitoes (2.65-8.69; p = 0.003). During the heat assay, we also observed a shift in the expected frequency of flight sound from a peak near 400Hz to a peak near 700Hz. Development of a novel assay to measure flight capacity of Anopheles gambiae s.l. Amy R Krystosik1, Diana L. Huestis2, and Tovi Lehmann2 1College of Public Health, Kent State University, Kent, OH 2Laboratory of Malaria and Vector Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Rockville, MD Background Results and Discussion Acknowledgments Materials & Methods Abstract Conclusions Future Directions Monica Artis, BA, Andre Laughinghouse, Kevin Lee, and Kofi Adoo My mentor Dr Mark James, Ph.D., Kent State University Guitar Center staff sound training  Fine tune the activity meter  Develop flight to exhaustion assay As this project was exploratory in nature and the primary objective was to develop a protocol and/or assay that would be piloted in the lab and adapted to the field, there were many assays which did not produce desired results. However, these methods might be useful in developing a flight to exhaustion assay (Table 1). This activity meter is useful to measure flight activity in lab reared mosquitos under controlled conditions. This method could be adapted to field conditions with minimal effort as the equipment and methods are readily available at the associated field site in Mali. Sources Cited Adamou, A., A. Dao, S. Timbine, Y. Kassogue, A. S. Yaro, M. Diallo, S. F. Traore, D. L. Huestis and T. Lehmann (2011). The contribution of aestivating mosquitoes to the persistence of Anopheles gambiae in the Sahel. Malar J. England. 10: 151.  Huestis, D. L., A. S. Yaro, A. I. Traore, K. L. Dieter, J. I. Nwagbara, A. C. Bowie, A. Adamou, Y. Kassogue, M. Diallo, S. Timbine, A. Dao and T. Lehmann (2012). Seasonal variation in metabolic rate, flight activity and body size of Anopheles gambiae in the Sahel. J Exp Biol. England. 215: 2013- 2021.  Kiszewski, A., A. Mellinger, A. Spielman, P. Malaney, S. E. Sachs and J. Sachs (2004). "A global index representing the stability of malaria transmission." Am J Trop Med Hyg 70(5): 486-498.  WHO (2013). WHO | World Malaria Report 2012. WHO. Switzerland, World Health Organization Global Malaria Programme: 195.  Sinka, Marianne E, et al. "A Global Map of Dominant Malaria Vectors." Parasites & Vectors 5.1 (2012): 69. Print. Anophelines are important vector species in sub-Saharan Africa and contribute to the continued transmission and burden of malaria worldwide. The dry-season ecology of anophelines, specifically in the arid Sahel conditions, remains unknown, but two hypothesis have been proposed to explain the repopulation phenomenon after the dry season: aestivation and migration. To investigate the migration hypothesis, we developed an activity meter to measure flight by sound accounting for environmental conditions. We found that intensity of sound can predict flight density at frequency of 400-800 Hz; however, this was only achievable at temperatures greater than 63 C in the G3 colony. A second stimulant used to induce flight was patchouli; but, due to background noise in the lab, we could not detect change in intensity by cage density although relative observed flight did increase with cage density. Further work can expand this activity meter to a flight to exhaustion assay which is currently under development. These methods may be field- adaptable, allowing us to study if is it possible that mosquitoes repopulate by migration. _cons 49.67919 38.56974 1.29 0.200 -26.63763 125.996 hz400 -.5712355 .7724086 -0.74 0.461 -2.099578 .9571069 flight_level_obs 31.41629 5.063295 6.20 0.000 21.3977 41.43489 density Coef. Std. Err. t P>|t| [95% Conf. Interval] Total 493396.947 130 3795.36113 Root MSE = 54.423 Adj R-squared = 0.2196 Residual 379117.698 128 2961.85702 R-squared = 0.2316 Model 114279.248 2 57139.6242 Prob > F = 0.0000 F( 2, 128) = 19.29 Source SS df MS Number of obs = 131 _cons 446.292 81.45404 5.48 0.001 258.4587 634.1253 hz700 5.665994 1.309523 4.33 0.003 2.646227 8.68576 Density Coef. Std. Err. t P>|t| [95% Conf. Interval] Total 45382.4 9 5042.48889 Root MSE = 41.212 Adj R-squared = 0.6632 Residual 13587.1107 8 1698.38883 R-squared = 0.7006 Model 31795.2893 1 31795.2893 Prob > F = 0.0025 F( 1, 8) = 18.72 Source SS df MS Number of obs = 10 The WHO 2012 World Malaria Report estimates the malaria burden in 2010 to have been approximately 219,000,000 cases and 660,000 deaths, of which 174,000,000 cases and 596,000 deaths were in the African region (WHO, 2013). Anopheles gambiae s.l. is an important vector of malaria in sub Saharan Africa (Kiszewski et al., 2004; Figure 1). However, the dry season ecology of this species is not well-described (Adamou et al., 2011). Possible hypotheses for the repopulation after the dry season are aestivation and/or migration (Adamou et al., 2011, Huestis et al., 2012). In order to test the hypothesis of migration for repopulation, flight capacity is an important characteristic. For this reason we are developing an activity index to determine flight by sound, specifically the characteristics of flight sound including intensity and frequency. Using Audacity 2.03 we removed the background noise where noise profiles were collected by environment without mosquitoes before flight recordings. Flight sound was analyzed by spectrograms of average intensity by frequency (Figure 2). Using STATA 12, we made measures of correlation between mosquito density and intensity by frequency. We also used ANOVAs with density as the independent variable controlling for flight frequency in Hz, intensity in decibels, observed flight activity, microphone placement and type, environment including room, fan, and stimulus including heat, and patchouli (Table 1). Figure 2: Spectrogram of mosquito flight audio Materials & Methods We observed an increase in relative flight activity by cage density using patchouli as a stimulant. However, due to background noise in the insectary and the larger cage utilized, we do not observe an increase in intensity by density (Figure 4). There is a difference in flight level by density but not intensity (Table 3). There was no significant interaction between flight level observed and frequency . Also, perhaps due to insufficient washout period between treatments, we did not observe significant difference in flight activity between patchouli and non-patchouli treatments. Results and Discussion Figure1:Malariavectordistribution(Sinka,2012) Figure 3: Heat assay plot of Intensity versus Density by Frequency Table 2: ANOVA density versus intensity by frequency Figure 4: Intensity versus cage density by relative observed flight level Table 3: ANOVA intensity versus density by relative observed flight level Method of stimulation Results Possible reasons Wind ineffective Did not prompt long bouts of flight; the noise interfered with recording of flight Pinning ineffective did not sustain flight; method not suitable for larger cage densities Tapping effective produced flight but required continuous tapping interfering with mosquito flight recording Heat effective stimulated mosquito flight at ranges above 36⁰C Patchouli effective stimulated flight as an irritant especially when combined with cage fans Table 1: Methods of flight stimulation The experiment was conducted with the following equipment: Anopheles gambiae s.l. from the CDC G3 colony Olympus recorders and microphones Custom and standard cages modified with sound and heat insulating materials In order to produce flight in the mosquitoes, the following methods of stimulation were used: wind, pinning, tapping, heat, patchouli.